{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cbook as cbook\n",
    "#import Image\n",
    "import sys\n",
    "import os\n",
    "from  math import pow\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import cv2\n",
    "import math\n",
    "import random\n",
    "caffe_root = '/home/matt/Documents/caffe/'\n",
    "\n",
    "sys.path.insert(0, caffe_root + 'python')\n",
    "os.environ['GLOG_minloglevel'] = '2'\n",
    "import caffe\n",
    "caffe.set_device(0)\n",
    "caffe.set_mode_gpu()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Point(object):\n",
    "    def __init__(self, x, y):\n",
    "        self.x = x\n",
    "        self.y = y\n",
    "def calculateDistance(x1,y1,x2,y2):\n",
    "    dist = math.sqrt((x2 - x1)**2 + (y2 - y1)**2)\n",
    "    return dist\n",
    "\n",
    "def range_overlap(a_min, a_max, b_min, b_max):\n",
    "\n",
    "    return (a_min <= b_max) and (b_min <= a_max)\n",
    "\n",
    "def rect_overlaps(r1,r2):\n",
    "    return range_overlap(r1.left, r1.right, r2.left, r2.right) and range_overlap(r1.bottom, r1.top, r2.bottom, r2.top)\n",
    "\n",
    "def rect_merge(r1,r2, mergeThresh):\n",
    "\n",
    "    if rect_overlaps(r1,r2):\n",
    "        # dist = calculateDistance((r1.left + r1.right)/2, (r1.top + r1.bottom)/2, (r2.left + r2.right)/2, (r2.top + r2.bottom)/2)\n",
    "        SI= abs(min(r1.right, r2.right) - max(r1.left, r2.left)) * abs(max(r1.bottom, r2.bottom) - min(r1.top, r2.top))\n",
    "        SA = abs(r1.right - r1.left)*abs(r1.bottom - r1.top)\n",
    "        SB = abs(r2.right - r2.left)*abs(r2.bottom - r2.top)\n",
    "        S=SA+SB-SI\n",
    "        ratio = float(SI) / float(S)\n",
    "        if ratio > mergeThresh :\n",
    "            return 1\n",
    "    return 0\n",
    "class Rect(object):\n",
    "    def __init__(self, p1, p2):\n",
    "        '''Store the top, bottom, left and right values for points\n",
    "               p1 and p2 are the (corners) in either order\n",
    "        '''\n",
    "        self.left   = min(p1.x, p2.x)\n",
    "        self.right  = max(p1.x, p2.x)\n",
    "        self.bottom = min(p1.y, p2.y)\n",
    "        self.top    = max(p1.y, p2.y)\n",
    "\n",
    "    def __str__(self):\n",
    "        return \"Rect[%d, %d, %d, %d]\" % ( self.left, self.top, self.right, self.bottom )\n",
    "def nms_average(boxes, groupThresh=2, overlapThresh=0.2):\n",
    "    rects = []\n",
    "    temp_boxes = []\n",
    "    weightslist = []\n",
    "    new_rects = []\n",
    "    for i in range(len(boxes)):\n",
    "        if boxes[i][4] > 0.2:\n",
    "            rects.append([boxes[i,0], boxes[i,1], boxes[i,2]-boxes[i,0], boxes[i,3]-boxes[i,1]])\n",
    "\n",
    "\n",
    "    rects, weights = cv2.groupRectangles(rects, groupThresh, overlapThresh)\n",
    "\n",
    "    rectangles = []\n",
    "    for i in range(len(rects)):\n",
    "\n",
    "        testRect = Rect( Point(rects[i,0], rects[i,1]), Point(rects[i,0]+rects[i,2], rects[i,1]+rects[i,3]))\n",
    "        rectangles.append(testRect)\n",
    "    clusters = []\n",
    "    for rect in rectangles:\n",
    "        matched = 0\n",
    "        for cluster in clusters:\n",
    "            if (rect_merge( rect, cluster , 0.2) ):\n",
    "                matched=1\n",
    "                cluster.left   =  (cluster.left + rect.left   )/2\n",
    "                cluster.right  = ( cluster.right+  rect.right  )/2\n",
    "                cluster.top    = ( cluster.top+    rect.top    )/2\n",
    "                cluster.bottom = ( cluster.bottom+ rect.bottom )/2\n",
    "\n",
    "        if ( not matched ):\n",
    "            clusters.append( rect )\n",
    "    result_boxes = []\n",
    "    for i in range(len(clusters)):\n",
    "\n",
    "        result_boxes.append([clusters[i].left, clusters[i].bottom, clusters[i].right, clusters[i].top, 1])\n",
    "\n",
    "    return result_boxes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def generateBoundingBox(featureMap, scale):\n",
    "    boundingBox = []\n",
    "    stride = 32\n",
    "    cellSize = 227\n",
    "\n",
    "    for (x,y), prob in np.ndenumerate(featureMap):\n",
    "        if(prob >= 0.95):\n",
    "            boundingBox.append([float(stride * y)/ scale, \n",
    "                                float(x * stride)/scale, \n",
    "                                float(stride * y + cellSize - 1)/scale, \n",
    "                                float(stride * x + cellSize - 1)/scale, prob])\n",
    "\n",
    "    return boundingBox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "def face_detection(imgFile):\n",
    "    net_full_conv = caffe.Net(os.path.join(caffe_root, 'faceDetect', 'deploy_full_conv.prototxt'),\n",
    "                              os.path.join(caffe_root, 'faceDetect', 'alexnet_iter_50000_full_conv.caffemodel'),\n",
    "                              caffe.TEST)\n",
    "    randNum = random.randint(1,10000)\n",
    "    \n",
    "    \n",
    "    \n",
    "    scales = []\n",
    "    factor = 0.793700526\n",
    "\n",
    "    \n",
    "    img = cv2.imread(imgFile)\n",
    "\n",
    "    \n",
    "    largest = min(2, 4000/max(img.shape[0:2]))\n",
    "    scale = largest\n",
    "    minD = largest*min(img.shape[0:2])\n",
    "    while minD >= 227:\n",
    "        scales.append(scale)\n",
    "        scale *= factor\n",
    "        minD *= factor\n",
    "\n",
    "    total_boxes = []\n",
    "\n",
    "    for scale in scales:\n",
    "\n",
    "        scale_img = cv2.resize(img,((int(img.shape[0] * scale), int(img.shape[1] * scale))))\n",
    "        cv2.imwrite('/home/admin01/scale_img.jpg',scale_img)\n",
    "\n",
    "        im = caffe.io.load_image('/home/admin01/scale_img.jpg')\n",
    "        net_full_conv.blobs['data'].reshape(1,3,scale_img.shape[1],scale_img.shape[0])\n",
    "        transformer = caffe.io.Transformer({'data': net_full_conv.blobs['data'].data.shape})\n",
    "        transformer.set_mean('data', np.load(caffe_root +\n",
    "                                             'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1))\n",
    "        transformer.set_transpose('data', (2,0,1))\n",
    "        transformer.set_channel_swap('data', (2,1,0))\n",
    "        transformer.set_raw_scale('data', 255.0)\n",
    "        \n",
    "        out = net_full_conv.forward_all(data=np.asarray([transformer.preprocess('data', im)]))\n",
    "        \n",
    "        boxes = generateBoundingBox(out['prob'][0,1], scale)\n",
    "        if(boxes):\n",
    "            total_boxes.extend(boxes)\n",
    "\n",
    "    boxes_nms = np.array(total_boxes)\n",
    "    true_boxes = nms_average(boxes_nms, 1, 0.2)\n",
    "    if not true_boxes == []:\n",
    "        (x1, y1, x2, y2) = true_boxes[0][:-1]\n",
    "        print (x1, y1, x2, y2)\n",
    "        cv2.rectangle(img, (int(x1),int(y1)), (int(x2),int(y2)), (0,0,255),thickness = 5)\n",
    "        cv2.imwrite('/home/admin01/51CTO/notebook/result.jpg',img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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isr6xjB84uK5Dq9Xi+vXrYSrdpUt897vf5ezZs9x7771MT0/zne98B1VVqFaq3Hfffbz7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\nqwBbN+T+PZuaRtcd6sjHHJPtCSYwVFaTlgXaWKRk0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5cus1ym7B8fdZhez4nrAexCCOIk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\nMjoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e7d6a5fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgFile = '/home/admin01/51CTO/notebook/tmp9055.jpg'\n",
    "#image_file = cbook.get_sample_data(imgFile)\n",
    "img = plt.imread(imgFile)\n",
    "plt.imshow(img)\n",
    "plt.show()\n",
    "\n",
    "#face_detection(imgFile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 2, 108, 89)\n",
      "(108, 89)\n",
      "(2, 108, 89)\n"
     ]
    },
    {
     "ename": "IndexError",
     "evalue": "index 1 is out of bounds for axis 0 with size 1",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-76-fb696d89685e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mface_detection\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimgFile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-74-e45265674c5f>\u001b[0m in \u001b[0;36mface_detection\u001b[1;34m(imgFile)\u001b[0m\n\u001b[0;32m     43\u001b[0m         \u001b[1;32mprint\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'prob'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     44\u001b[0m         \u001b[1;32mprint\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'prob'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 45\u001b[1;33m         \u001b[1;32mprint\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'prob'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     46\u001b[0m         \u001b[1;32mif\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mboxes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     47\u001b[0m             \u001b[0mtotal_boxes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mboxes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: index 1 is out of bounds for axis 0 with size 1"
     ]
    }
   ],
   "source": [
    "face_detection(imgFile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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R41KGAWkHoThsbK7iyTaOY9NsNrl16xaO43D9+nVeeuklzp07x7lz55iZmeGll15CVVXK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g5CAHodnitwZJtF4jvUTWER+PZxWatV0jS1Pam6FWAshF2onu93u9JsNqMo7XMw3j5N3ZRI30O4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\nE8A8aSftGLb/DzrnnHGmwBBQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e7d6f1590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgFile = '/home/admin01/51CTO/notebook/result.jpg'\n",
    "img = plt.imread(imgFile)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
